Dataset statistics
| Number of variables | 21 |
|---|---|
| Number of observations | 41164 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 7.9 MiB |
| Average record size in memory | 201.7 B |
Variable types
| Numeric | 10 |
|---|---|
| Categorical | 10 |
| Boolean | 1 |
pdays is highly overall correlated with previous and 1 other fields | High correlation |
previous is highly overall correlated with pdays and 1 other fields | High correlation |
emp.var.rate is highly overall correlated with cons.price.idx and 3 other fields | High correlation |
cons.price.idx is highly overall correlated with emp.var.rate and 2 other fields | High correlation |
cons.conf.idx is highly overall correlated with month | High correlation |
euribor3m is highly overall correlated with emp.var.rate and 2 other fields | High correlation |
nr.employed is highly overall correlated with emp.var.rate and 3 other fields | High correlation |
housing is highly overall correlated with loan | High correlation |
loan is highly overall correlated with housing | High correlation |
contact is highly overall correlated with cons.price.idx and 2 other fields | High correlation |
month is highly overall correlated with emp.var.rate and 5 other fields | High correlation |
poutcome is highly overall correlated with pdays and 1 other fields | High correlation |
default is highly imbalanced (53.3%) | Imbalance |
loan is highly imbalanced (51.3%) | Imbalance |
poutcome is highly imbalanced (56.8%) | Imbalance |
previous has 35539 (86.3%) zeros | Zeros |
Reproduction
| Analysis started | 2023-08-06 09:33:47.673382 |
|---|---|
| Analysis finished | 2023-08-06 09:34:23.271210 |
| Duration | 35.6 seconds |
| Software version | pandas-profiling v3.6.6 |
| Download configuration | config.json |
age
Real number (ℝ)
| Distinct | 78 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 40.02354 |
| Minimum | 17 |
|---|---|
| Maximum | 98 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.6 MiB |
Quantile statistics
| Minimum | 17 |
|---|---|
| 5-th percentile | 26 |
| Q1 | 32 |
| median | 38 |
| Q3 | 47 |
| 95-th percentile | 58 |
| Maximum | 98 |
| Range | 81 |
| Interquartile range (IQR) | 15 |
Descriptive statistics
| Standard deviation | 10.420109 |
|---|---|
| Coefficient of variation (CV) | 0.26034952 |
| Kurtosis | 0.79091477 |
| Mean | 40.02354 |
| Median Absolute Deviation (MAD) | 7 |
| Skewness | 0.78442356 |
| Sum | 1647529 |
| Variance | 108.57868 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 31 | 1947 | 4.7% |
| 32 | 1844 | 4.5% |
| 33 | 1833 | 4.5% |
| 36 | 1778 | 4.3% |
| 35 | 1757 | 4.3% |
| 34 | 1745 | 4.2% |
| 30 | 1714 | 4.2% |
| 37 | 1475 | 3.6% |
| 29 | 1453 | 3.5% |
| 39 | 1428 | 3.5% |
| Other values (68) | 24190 |
| Value | Count | Frequency (%) |
| 17 | 5 | < 0.1% |
| 18 | 28 | 0.1% |
| 19 | 42 | 0.1% |
| 20 | 65 | 0.2% |
| 21 | 102 | 0.2% |
| 22 | 137 | 0.3% |
| 23 | 226 | 0.5% |
| 24 | 461 | |
| 25 | 598 | |
| 26 | 698 |
| Value | Count | Frequency (%) |
| 98 | 2 | < 0.1% |
| 95 | 1 | < 0.1% |
| 94 | 1 | < 0.1% |
| 92 | 4 | < 0.1% |
| 91 | 2 | < 0.1% |
| 89 | 2 | < 0.1% |
| 88 | 22 | |
| 87 | 1 | < 0.1% |
| 86 | 8 | < 0.1% |
| 85 | 15 |
job
Categorical
| Distinct | 12 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.6 MiB |
| admin. | |
|---|---|
| blue-collar | |
| technician | |
| services | |
| management | |
| Other values (7) |
Length
| Max length | 13 |
|---|---|
| Median length | 12 |
| Mean length | 8.9556409 |
| Min length | 6 |
Characters and Unicode
| Total characters | 368650 |
|---|---|
| Distinct characters | 24 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | housemaid |
|---|---|
| 2nd row | services |
| 3rd row | services |
| 4th row | admin. |
| 5th row | services |
Common Values
| Value | Count | Frequency (%) |
| admin. | 10416 | |
| blue-collar | 9252 | |
| technician | 6735 | |
| services | 3965 | 9.6% |
| management | 2924 | 7.1% |
| retired | 1716 | 4.2% |
| entrepreneur | 1456 | 3.5% |
| self-employed | 1421 | 3.5% |
| housemaid | 1060 | 2.6% |
| unemployed | 1014 | 2.5% |
| Other values (2) | 1205 | 2.9% |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| admin | 10416 | |
| blue-collar | 9252 | |
| technician | 6735 | |
| services | 3965 | 9.6% |
| management | 2924 | 7.1% |
| retired | 1716 | 4.2% |
| entrepreneur | 1456 | 3.5% |
| self-employed | 1421 | 3.5% |
| housemaid | 1060 | 2.6% |
| unemployed | 1014 | 2.5% |
| Other values (2) | 1205 | 2.9% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 47247 | |
| n | 35525 | 9.6% |
| a | 33311 | 9.0% |
| l | 31612 | 8.6% |
| i | 30627 | 8.3% |
| c | 26687 | 7.2% |
| r | 21017 | 5.7% |
| m | 19759 | 5.4% |
| d | 16502 | 4.5% |
| t | 14581 | 4.0% |
| Other values (14) | 91782 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 347561 | |
| Dash Punctuation | 10673 | 2.9% |
| Other Punctuation | 10416 | 2.8% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 47247 | |
| n | 35525 | |
| a | 33311 | |
| l | 31612 | |
| i | 30627 | |
| c | 26687 | 7.7% |
| r | 21017 | 6.0% |
| m | 19759 | 5.7% |
| d | 16502 | 4.7% |
| t | 14581 | 4.2% |
| Other values (12) | 70693 |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 10673 |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 10416 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 347561 | |
| Common | 21089 | 5.7% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 47247 | |
| n | 35525 | |
| a | 33311 | |
| l | 31612 | |
| i | 30627 | |
| c | 26687 | 7.7% |
| r | 21017 | 6.0% |
| m | 19759 | 5.7% |
| d | 16502 | 4.7% |
| t | 14581 | 4.2% |
| Other values (12) | 70693 |
Common
| Value | Count | Frequency (%) |
| - | 10673 | |
| . | 10416 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 368650 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 47247 | |
| n | 35525 | 9.6% |
| a | 33311 | 9.0% |
| l | 31612 | 8.6% |
| i | 30627 | 8.3% |
| c | 26687 | 7.2% |
| r | 21017 | 5.7% |
| m | 19759 | 5.4% |
| d | 16502 | 4.5% |
| t | 14581 | 4.0% |
| Other values (14) | 91782 |
marital
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.6 MiB |
| married | |
|---|---|
| single | |
| divorced | |
| unknown | 80 |
Length
| Max length | 8 |
|---|---|
| Median length | 7 |
| Mean length | 6.8311632 |
| Min length | 6 |
Characters and Unicode
| Total characters | 281198 |
|---|---|
| Distinct characters | 16 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | married |
|---|---|
| 2nd row | married |
| 3rd row | married |
| 4th row | married |
| 5th row | married |
Common Values
| Value | Count | Frequency (%) |
| married | 24914 | |
| single | 11560 | |
| divorced | 4610 | 11.2% |
| unknown | 80 | 0.2% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| married | 24914 | |
| single | 11560 | |
| divorced | 4610 | 11.2% |
| unknown | 80 | 0.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| r | 54438 | |
| i | 41084 | |
| e | 41084 | |
| d | 34134 | |
| m | 24914 | |
| a | 24914 | |
| n | 11800 | 4.2% |
| s | 11560 | 4.1% |
| g | 11560 | 4.1% |
| l | 11560 | 4.1% |
| Other values (6) | 14150 | 5.0% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 281198 |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| r | 54438 | |
| i | 41084 | |
| e | 41084 | |
| d | 34134 | |
| m | 24914 | |
| a | 24914 | |
| n | 11800 | 4.2% |
| s | 11560 | 4.1% |
| g | 11560 | 4.1% |
| l | 11560 | 4.1% |
| Other values (6) | 14150 | 5.0% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 281198 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| r | 54438 | |
| i | 41084 | |
| e | 41084 | |
| d | 34134 | |
| m | 24914 | |
| a | 24914 | |
| n | 11800 | 4.2% |
| s | 11560 | 4.1% |
| g | 11560 | 4.1% |
| l | 11560 | 4.1% |
| Other values (6) | 14150 | 5.0% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 281198 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| r | 54438 | |
| i | 41084 | |
| e | 41084 | |
| d | 34134 | |
| m | 24914 | |
| a | 24914 | |
| n | 11800 | 4.2% |
| s | 11560 | 4.1% |
| g | 11560 | 4.1% |
| l | 11560 | 4.1% |
| Other values (6) | 14150 | 5.0% |
education
Categorical
| Distinct | 8 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.6 MiB |
| university.degree | |
|---|---|
| high.school | |
| basic.9y | |
| professional.course | |
| basic.4y | |
| Other values (3) |
Length
| Max length | 19 |
|---|---|
| Median length | 17 |
| Mean length | 12.709965 |
| Min length | 7 |
Characters and Unicode
| Total characters | 523193 |
|---|---|
| Distinct characters | 25 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | basic.4y |
|---|---|
| 2nd row | high.school |
| 3rd row | high.school |
| 4th row | basic.6y |
| 5th row | high.school |
Common Values
| Value | Count | Frequency (%) |
| university.degree | 12160 | |
| high.school | 9509 | |
| basic.9y | 6045 | |
| professional.course | 5237 | |
| basic.4y | 4176 | 10.1% |
| basic.6y | 2290 | 5.6% |
| unknown | 1729 | 4.2% |
| illiterate | 18 | < 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| university.degree | 12160 | |
| high.school | 9509 | |
| basic.9y | 6045 | |
| professional.course | 5237 | |
| basic.4y | 4176 | 10.1% |
| basic.6y | 2290 | 5.6% |
| unknown | 1729 | 4.2% |
| illiterate | 18 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 59150 | 11.3% |
| i | 51613 | 9.9% |
| s | 49891 | 9.5% |
| . | 39417 | 7.5% |
| o | 36458 | 7.0% |
| r | 34812 | 6.7% |
| h | 28527 | 5.5% |
| c | 27257 | 5.2% |
| y | 24671 | 4.7% |
| n | 22584 | 4.3% |
| Other values (15) | 148813 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 471265 | |
| Other Punctuation | 39417 | 7.5% |
| Decimal Number | 12511 | 2.4% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 59150 | |
| i | 51613 | |
| s | 49891 | |
| o | 36458 | 7.7% |
| r | 34812 | 7.4% |
| h | 28527 | 6.1% |
| c | 27257 | 5.8% |
| y | 24671 | 5.2% |
| n | 22584 | 4.8% |
| g | 21669 | 4.6% |
| Other values (11) | 114633 |
Decimal Number
| Value | Count | Frequency (%) |
| 9 | 6045 | |
| 4 | 4176 | |
| 6 | 2290 | 18.3% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 39417 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 471265 | |
| Common | 51928 | 9.9% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 59150 | |
| i | 51613 | |
| s | 49891 | |
| o | 36458 | 7.7% |
| r | 34812 | 7.4% |
| h | 28527 | 6.1% |
| c | 27257 | 5.8% |
| y | 24671 | 5.2% |
| n | 22584 | 4.8% |
| g | 21669 | 4.6% |
| Other values (11) | 114633 |
Common
| Value | Count | Frequency (%) |
| . | 39417 | |
| 9 | 6045 | 11.6% |
| 4 | 4176 | 8.0% |
| 6 | 2290 | 4.4% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 523193 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 59150 | 11.3% |
| i | 51613 | 9.9% |
| s | 49891 | 9.5% |
| . | 39417 | 7.5% |
| o | 36458 | 7.0% |
| r | 34812 | 6.7% |
| h | 28527 | 5.5% |
| c | 27257 | 5.2% |
| y | 24671 | 4.7% |
| n | 22584 | 4.3% |
| Other values (15) | 148813 |
default
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.6 MiB |
| no | |
|---|---|
| unknown | |
| yes | 3 |
Length
| Max length | 7 |
|---|---|
| Median length | 2 |
| Mean length | 3.0440676 |
| Min length | 2 |
Characters and Unicode
| Total characters | 125306 |
|---|---|
| Distinct characters | 8 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | no |
|---|---|
| 2nd row | unknown |
| 3rd row | no |
| 4th row | no |
| 5th row | no |
Common Values
| Value | Count | Frequency (%) |
| no | 32566 | |
| unknown | 8595 | 20.9% |
| yes | 3 | < 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| no | 32566 | |
| unknown | 8595 | 20.9% |
| yes | 3 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| n | 58351 | |
| o | 41161 | |
| u | 8595 | 6.9% |
| k | 8595 | 6.9% |
| w | 8595 | 6.9% |
| y | 3 | < 0.1% |
| e | 3 | < 0.1% |
| s | 3 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 125306 |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| n | 58351 | |
| o | 41161 | |
| u | 8595 | 6.9% |
| k | 8595 | 6.9% |
| w | 8595 | 6.9% |
| y | 3 | < 0.1% |
| e | 3 | < 0.1% |
| s | 3 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 125306 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| n | 58351 | |
| o | 41161 | |
| u | 8595 | 6.9% |
| k | 8595 | 6.9% |
| w | 8595 | 6.9% |
| y | 3 | < 0.1% |
| e | 3 | < 0.1% |
| s | 3 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 125306 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| n | 58351 | |
| o | 41161 | |
| u | 8595 | 6.9% |
| k | 8595 | 6.9% |
| w | 8595 | 6.9% |
| y | 3 | < 0.1% |
| e | 3 | < 0.1% |
| s | 3 | < 0.1% |
housing
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.6 MiB |
| yes | |
|---|---|
| no | |
| unknown | 990 |
Length
| Max length | 7 |
|---|---|
| Median length | 3 |
| Mean length | 2.6441551 |
| Min length | 2 |
Characters and Unicode
| Total characters | 108844 |
|---|---|
| Distinct characters | 8 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | no |
|---|---|
| 2nd row | no |
| 3rd row | yes |
| 4th row | no |
| 5th row | no |
Common Values
| Value | Count | Frequency (%) |
| yes | 21566 | |
| no | 18608 | |
| unknown | 990 | 2.4% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| yes | 21566 | |
| no | 18608 | |
| unknown | 990 | 2.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| n | 21578 | |
| y | 21566 | |
| e | 21566 | |
| s | 21566 | |
| o | 19598 | |
| u | 990 | 0.9% |
| k | 990 | 0.9% |
| w | 990 | 0.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 108844 |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| n | 21578 | |
| y | 21566 | |
| e | 21566 | |
| s | 21566 | |
| o | 19598 | |
| u | 990 | 0.9% |
| k | 990 | 0.9% |
| w | 990 | 0.9% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 108844 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| n | 21578 | |
| y | 21566 | |
| e | 21566 | |
| s | 21566 | |
| o | 19598 | |
| u | 990 | 0.9% |
| k | 990 | 0.9% |
| w | 990 | 0.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 108844 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| n | 21578 | |
| y | 21566 | |
| e | 21566 | |
| s | 21566 | |
| o | 19598 | |
| u | 990 | 0.9% |
| k | 990 | 0.9% |
| w | 990 | 0.9% |
loan
Categorical
HIGH CORRELATION IMBALANCE
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.6 MiB |
| no | |
|---|---|
| yes | |
| unknown | 990 |
Length
| Max length | 7 |
|---|---|
| Median length | 2 |
| Mean length | 2.2720338 |
| Min length | 2 |
Characters and Unicode
| Total characters | 93526 |
|---|---|
| Distinct characters | 8 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | no |
|---|---|
| 2nd row | no |
| 3rd row | no |
| 4th row | no |
| 5th row | yes |
Common Values
| Value | Count | Frequency (%) |
| no | 33926 | |
| yes | 6248 | 15.2% |
| unknown | 990 | 2.4% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| no | 33926 | |
| yes | 6248 | 15.2% |
| unknown | 990 | 2.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| n | 36896 | |
| o | 34916 | |
| y | 6248 | 6.7% |
| e | 6248 | 6.7% |
| s | 6248 | 6.7% |
| u | 990 | 1.1% |
| k | 990 | 1.1% |
| w | 990 | 1.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 93526 |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| n | 36896 | |
| o | 34916 | |
| y | 6248 | 6.7% |
| e | 6248 | 6.7% |
| s | 6248 | 6.7% |
| u | 990 | 1.1% |
| k | 990 | 1.1% |
| w | 990 | 1.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 93526 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| n | 36896 | |
| o | 34916 | |
| y | 6248 | 6.7% |
| e | 6248 | 6.7% |
| s | 6248 | 6.7% |
| u | 990 | 1.1% |
| k | 990 | 1.1% |
| w | 990 | 1.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 93526 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| n | 36896 | |
| o | 34916 | |
| y | 6248 | 6.7% |
| e | 6248 | 6.7% |
| s | 6248 | 6.7% |
| u | 990 | 1.1% |
| k | 990 | 1.1% |
| w | 990 | 1.1% |
contact
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.6 MiB |
| cellular | |
|---|---|
| telephone |
Length
| Max length | 9 |
|---|---|
| Median length | 8 |
| Mean length | 8.3653192 |
| Min length | 8 |
Characters and Unicode
| Total characters | 344350 |
|---|---|
| Distinct characters | 11 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | telephone |
|---|---|
| 2nd row | telephone |
| 3rd row | telephone |
| 4th row | telephone |
| 5th row | telephone |
Common Values
| Value | Count | Frequency (%) |
| cellular | 26126 | |
| telephone | 15038 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| cellular | 26126 | |
| telephone | 15038 |
Most occurring characters
| Value | Count | Frequency (%) |
| l | 93416 | |
| e | 71240 | |
| c | 26126 | 7.6% |
| u | 26126 | 7.6% |
| a | 26126 | 7.6% |
| r | 26126 | 7.6% |
| t | 15038 | 4.4% |
| p | 15038 | 4.4% |
| h | 15038 | 4.4% |
| o | 15038 | 4.4% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 344350 |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| l | 93416 | |
| e | 71240 | |
| c | 26126 | 7.6% |
| u | 26126 | 7.6% |
| a | 26126 | 7.6% |
| r | 26126 | 7.6% |
| t | 15038 | 4.4% |
| p | 15038 | 4.4% |
| h | 15038 | 4.4% |
| o | 15038 | 4.4% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 344350 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| l | 93416 | |
| e | 71240 | |
| c | 26126 | 7.6% |
| u | 26126 | 7.6% |
| a | 26126 | 7.6% |
| r | 26126 | 7.6% |
| t | 15038 | 4.4% |
| p | 15038 | 4.4% |
| h | 15038 | 4.4% |
| o | 15038 | 4.4% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 344350 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| l | 93416 | |
| e | 71240 | |
| c | 26126 | 7.6% |
| u | 26126 | 7.6% |
| a | 26126 | 7.6% |
| r | 26126 | 7.6% |
| t | 15038 | 4.4% |
| p | 15038 | 4.4% |
| h | 15038 | 4.4% |
| o | 15038 | 4.4% |
month
Categorical
| Distinct | 10 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.6 MiB |
| may | |
|---|---|
| jul | |
| aug | |
| jun | |
| nov | |
| Other values (5) |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 123492 |
|---|---|
| Distinct characters | 17 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | may |
|---|---|
| 2nd row | may |
| 3rd row | may |
| 4th row | may |
| 5th row | may |
Common Values
| Value | Count | Frequency (%) |
| may | 13765 | |
| jul | 7164 | |
| aug | 6174 | |
| jun | 5318 | 12.9% |
| nov | 4099 | 10.0% |
| apr | 2630 | 6.4% |
| oct | 716 | 1.7% |
| sep | 570 | 1.4% |
| mar | 546 | 1.3% |
| dec | 182 | 0.4% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| may | 13765 | |
| jul | 7164 | |
| aug | 6174 | |
| jun | 5318 | 12.9% |
| nov | 4099 | 10.0% |
| apr | 2630 | 6.4% |
| oct | 716 | 1.7% |
| sep | 570 | 1.4% |
| mar | 546 | 1.3% |
| dec | 182 | 0.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 23115 | |
| u | 18656 | |
| m | 14311 | |
| y | 13765 | |
| j | 12482 | |
| n | 9417 | |
| l | 7164 | 5.8% |
| g | 6174 | 5.0% |
| o | 4815 | 3.9% |
| v | 4099 | 3.3% |
| Other values (7) | 9494 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 123492 |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| a | 23115 | |
| u | 18656 | |
| m | 14311 | |
| y | 13765 | |
| j | 12482 | |
| n | 9417 | |
| l | 7164 | 5.8% |
| g | 6174 | 5.0% |
| o | 4815 | 3.9% |
| v | 4099 | 3.3% |
| Other values (7) | 9494 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 123492 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| a | 23115 | |
| u | 18656 | |
| m | 14311 | |
| y | 13765 | |
| j | 12482 | |
| n | 9417 | |
| l | 7164 | 5.8% |
| g | 6174 | 5.0% |
| o | 4815 | 3.9% |
| v | 4099 | 3.3% |
| Other values (7) | 9494 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 123492 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| a | 23115 | |
| u | 18656 | |
| m | 14311 | |
| y | 13765 | |
| j | 12482 | |
| n | 9417 | |
| l | 7164 | 5.8% |
| g | 6174 | 5.0% |
| o | 4815 | 3.9% |
| v | 4099 | 3.3% |
| Other values (7) | 9494 |
day_of_week
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.6 MiB |
| thu | |
|---|---|
| mon | |
| wed | |
| tue | |
| fri |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 123492 |
|---|---|
| Distinct characters | 12 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | mon |
|---|---|
| 2nd row | mon |
| 3rd row | mon |
| 4th row | mon |
| 5th row | mon |
Common Values
| Value | Count | Frequency (%) |
| thu | 8613 | |
| mon | 8510 | |
| wed | 8134 | |
| tue | 8082 | |
| fri | 7825 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| thu | 8613 | |
| mon | 8510 | |
| wed | 8134 | |
| tue | 8082 | |
| fri | 7825 |
Most occurring characters
| Value | Count | Frequency (%) |
| t | 16695 | |
| u | 16695 | |
| e | 16216 | |
| h | 8613 | |
| m | 8510 | |
| o | 8510 | |
| n | 8510 | |
| w | 8134 | |
| d | 8134 | |
| f | 7825 | |
| Other values (2) | 15650 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 123492 |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| t | 16695 | |
| u | 16695 | |
| e | 16216 | |
| h | 8613 | |
| m | 8510 | |
| o | 8510 | |
| n | 8510 | |
| w | 8134 | |
| d | 8134 | |
| f | 7825 | |
| Other values (2) | 15650 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 123492 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| t | 16695 | |
| u | 16695 | |
| e | 16216 | |
| h | 8613 | |
| m | 8510 | |
| o | 8510 | |
| n | 8510 | |
| w | 8134 | |
| d | 8134 | |
| f | 7825 | |
| Other values (2) | 15650 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 123492 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| t | 16695 | |
| u | 16695 | |
| e | 16216 | |
| h | 8613 | |
| m | 8510 | |
| o | 8510 | |
| n | 8510 | |
| w | 8134 | |
| d | 8134 | |
| f | 7825 | |
| Other values (2) | 15650 |
duration
Real number (ℝ)
| Distinct | 1544 |
|---|---|
| Distinct (%) | 3.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 258.34664 |
| Minimum | 0 |
|---|---|
| Maximum | 4918 |
| Zeros | 4 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.6 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 36 |
| Q1 | 102 |
| median | 180 |
| Q3 | 319 |
| 95-th percentile | 753 |
| Maximum | 4918 |
| Range | 4918 |
| Interquartile range (IQR) | 217 |
Descriptive statistics
| Standard deviation | 259.3314 |
|---|---|
| Coefficient of variation (CV) | 1.0038118 |
| Kurtosis | 20.239603 |
| Mean | 258.34664 |
| Median Absolute Deviation (MAD) | 94 |
| Skewness | 3.2624737 |
| Sum | 10634581 |
| Variance | 67252.776 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 90 | 170 | 0.4% |
| 85 | 170 | 0.4% |
| 136 | 168 | 0.4% |
| 73 | 167 | 0.4% |
| 87 | 162 | 0.4% |
| 124 | 162 | 0.4% |
| 72 | 161 | 0.4% |
| 104 | 161 | 0.4% |
| 111 | 160 | 0.4% |
| 106 | 159 | 0.4% |
| Other values (1534) | 39524 |
| Value | Count | Frequency (%) |
| 0 | 4 | < 0.1% |
| 1 | 3 | < 0.1% |
| 2 | 1 | < 0.1% |
| 3 | 3 | < 0.1% |
| 4 | 12 | < 0.1% |
| 5 | 30 | 0.1% |
| 6 | 37 | |
| 7 | 54 | |
| 8 | 69 | |
| 9 | 77 |
| Value | Count | Frequency (%) |
| 4918 | 1 | |
| 4199 | 1 | |
| 3785 | 1 | |
| 3643 | 1 | |
| 3631 | 1 | |
| 3509 | 1 | |
| 3422 | 1 | |
| 3366 | 1 | |
| 3322 | 1 | |
| 3284 | 1 |
campaign
Real number (ℝ)
| Distinct | 42 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.5681664 |
| Minimum | 1 |
|---|---|
| Maximum | 56 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.6 MiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| median | 2 |
| Q3 | 3 |
| 95-th percentile | 7 |
| Maximum | 56 |
| Range | 55 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 2.7706232 |
|---|---|
| Coefficient of variation (CV) | 1.0788332 |
| Kurtosis | 36.963919 |
| Mean | 2.5681664 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 4.7615813 |
| Sum | 105716 |
| Variance | 7.6763532 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=42)
| Value | Count | Frequency (%) |
| 1 | 17626 | |
| 2 | 10566 | |
| 3 | 5339 | 13.0% |
| 4 | 2649 | 6.4% |
| 5 | 1599 | 3.9% |
| 6 | 979 | 2.4% |
| 7 | 629 | 1.5% |
| 8 | 400 | 1.0% |
| 9 | 283 | 0.7% |
| 10 | 225 | 0.5% |
| Other values (32) | 869 | 2.1% |
| Value | Count | Frequency (%) |
| 1 | 17626 | |
| 2 | 10566 | |
| 3 | 5339 | 13.0% |
| 4 | 2649 | 6.4% |
| 5 | 1599 | 3.9% |
| 6 | 979 | 2.4% |
| 7 | 629 | 1.5% |
| 8 | 400 | 1.0% |
| 9 | 283 | 0.7% |
| 10 | 225 | 0.5% |
| Value | Count | Frequency (%) |
| 56 | 1 | < 0.1% |
| 43 | 2 | < 0.1% |
| 42 | 2 | < 0.1% |
| 41 | 1 | < 0.1% |
| 40 | 2 | < 0.1% |
| 39 | 1 | < 0.1% |
| 37 | 1 | < 0.1% |
| 35 | 5 | |
| 34 | 3 | |
| 33 | 4 |
pdays
Real number (ℝ)
| Distinct | 27 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 962.45416 |
| Minimum | 0 |
|---|---|
| Maximum | 999 |
| Zeros | 15 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.6 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 999 |
| Q1 | 999 |
| median | 999 |
| Q3 | 999 |
| 95-th percentile | 999 |
| Maximum | 999 |
| Range | 999 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 186.96331 |
|---|---|
| Coefficient of variation (CV) | 0.19425684 |
| Kurtosis | 22.213643 |
| Mean | 962.45416 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | -4.9205827 |
| Sum | 39618463 |
| Variance | 34955.278 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=27)
| Value | Count | Frequency (%) |
| 999 | 39649 | |
| 3 | 439 | 1.1% |
| 6 | 412 | 1.0% |
| 4 | 118 | 0.3% |
| 9 | 64 | 0.2% |
| 2 | 61 | 0.1% |
| 7 | 60 | 0.1% |
| 12 | 58 | 0.1% |
| 10 | 52 | 0.1% |
| 5 | 46 | 0.1% |
| Other values (17) | 205 | 0.5% |
| Value | Count | Frequency (%) |
| 0 | 15 | < 0.1% |
| 1 | 26 | 0.1% |
| 2 | 61 | 0.1% |
| 3 | 439 | |
| 4 | 118 | 0.3% |
| 5 | 46 | 0.1% |
| 6 | 412 | |
| 7 | 60 | 0.1% |
| 8 | 18 | < 0.1% |
| 9 | 64 | 0.2% |
| Value | Count | Frequency (%) |
| 999 | 39649 | |
| 27 | 1 | < 0.1% |
| 26 | 1 | < 0.1% |
| 25 | 1 | < 0.1% |
| 22 | 3 | < 0.1% |
| 21 | 2 | < 0.1% |
| 20 | 1 | < 0.1% |
| 19 | 3 | < 0.1% |
| 18 | 7 | < 0.1% |
| 17 | 8 | < 0.1% |
previous
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 8 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.17306384 |
| Minimum | 0 |
|---|---|
| Maximum | 7 |
| Zeros | 35539 |
| Zeros (%) | 86.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.6 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 1 |
| Maximum | 7 |
| Range | 7 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.49502771 |
|---|---|
| Coefficient of variation (CV) | 2.8603763 |
| Kurtosis | 20.095511 |
| Mean | 0.17306384 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 3.8307487 |
| Sum | 7124 |
| Variance | 0.24505243 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=8)
| Value | Count | Frequency (%) |
| 0 | 35539 | |
| 1 | 4561 | 11.1% |
| 2 | 754 | 1.8% |
| 3 | 216 | 0.5% |
| 4 | 70 | 0.2% |
| 5 | 18 | < 0.1% |
| 6 | 5 | < 0.1% |
| 7 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 35539 | |
| 1 | 4561 | 11.1% |
| 2 | 754 | 1.8% |
| 3 | 216 | 0.5% |
| 4 | 70 | 0.2% |
| 5 | 18 | < 0.1% |
| 6 | 5 | < 0.1% |
| 7 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 7 | 1 | < 0.1% |
| 6 | 5 | < 0.1% |
| 5 | 18 | < 0.1% |
| 4 | 70 | 0.2% |
| 3 | 216 | 0.5% |
| 2 | 754 | 1.8% |
| 1 | 4561 | 11.1% |
| 0 | 35539 |
poutcome
Categorical
HIGH CORRELATION IMBALANCE
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.6 MiB |
| nonexistent | |
|---|---|
| failure | |
| success | 1373 |
Length
| Max length | 11 |
|---|---|
| Median length | 11 |
| Mean length | 10.453406 |
| Min length | 7 |
Characters and Unicode
| Total characters | 430304 |
|---|---|
| Distinct characters | 13 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | nonexistent |
|---|---|
| 2nd row | nonexistent |
| 3rd row | nonexistent |
| 4th row | nonexistent |
| 5th row | nonexistent |
Common Values
| Value | Count | Frequency (%) |
| nonexistent | 35539 | |
| failure | 4252 | 10.3% |
| success | 1373 | 3.3% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| nonexistent | 35539 | |
| failure | 4252 | 10.3% |
| success | 1373 | 3.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| n | 106617 | |
| e | 76703 | |
| t | 71078 | |
| i | 39791 | 9.2% |
| s | 39658 | 9.2% |
| o | 35539 | 8.3% |
| x | 35539 | 8.3% |
| u | 5625 | 1.3% |
| f | 4252 | 1.0% |
| a | 4252 | 1.0% |
| Other values (3) | 11250 | 2.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 430304 |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| n | 106617 | |
| e | 76703 | |
| t | 71078 | |
| i | 39791 | 9.2% |
| s | 39658 | 9.2% |
| o | 35539 | 8.3% |
| x | 35539 | 8.3% |
| u | 5625 | 1.3% |
| f | 4252 | 1.0% |
| a | 4252 | 1.0% |
| Other values (3) | 11250 | 2.6% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 430304 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| n | 106617 | |
| e | 76703 | |
| t | 71078 | |
| i | 39791 | 9.2% |
| s | 39658 | 9.2% |
| o | 35539 | 8.3% |
| x | 35539 | 8.3% |
| u | 5625 | 1.3% |
| f | 4252 | 1.0% |
| a | 4252 | 1.0% |
| Other values (3) | 11250 | 2.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 430304 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| n | 106617 | |
| e | 76703 | |
| t | 71078 | |
| i | 39791 | 9.2% |
| s | 39658 | 9.2% |
| o | 35539 | 8.3% |
| x | 35539 | 8.3% |
| u | 5625 | 1.3% |
| f | 4252 | 1.0% |
| a | 4252 | 1.0% |
| Other values (3) | 11250 | 2.6% |
emp.var.rate
Real number (ℝ)
| Distinct | 10 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.081957536 |
| Minimum | -3.4 |
|---|---|
| Maximum | 1.4 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 17181 |
| Negative (%) | 41.7% |
| Memory size | 1.6 MiB |
Quantile statistics
| Minimum | -3.4 |
|---|---|
| 5-th percentile | -2.9 |
| Q1 | -1.8 |
| median | 1.1 |
| Q3 | 1.4 |
| 95-th percentile | 1.4 |
| Maximum | 1.4 |
| Range | 4.8 |
| Interquartile range (IQR) | 3.2 |
Descriptive statistics
| Standard deviation | 1.5708054 |
|---|---|
| Coefficient of variation (CV) | 19.166089 |
| Kurtosis | -1.0627647 |
| Mean | 0.081957536 |
| Median Absolute Deviation (MAD) | 0.3 |
| Skewness | -0.72402559 |
| Sum | 3373.7 |
| Variance | 2.4674297 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) |
| 1.4 | 16222 | |
| -1.8 | 9180 | |
| 1.1 | 7761 | |
| -0.1 | 3681 | 8.9% |
| -2.9 | 1661 | 4.0% |
| -3.4 | 1069 | 2.6% |
| -1.7 | 773 | 1.9% |
| -1.1 | 635 | 1.5% |
| -3 | 172 | 0.4% |
| -0.2 | 10 | < 0.1% |
| Value | Count | Frequency (%) |
| -3.4 | 1069 | 2.6% |
| -3 | 172 | 0.4% |
| -2.9 | 1661 | 4.0% |
| -1.8 | 9180 | |
| -1.7 | 773 | 1.9% |
| -1.1 | 635 | 1.5% |
| -0.2 | 10 | < 0.1% |
| -0.1 | 3681 | 8.9% |
| 1.1 | 7761 | |
| 1.4 | 16222 |
| Value | Count | Frequency (%) |
| 1.4 | 16222 | |
| 1.1 | 7761 | |
| -0.1 | 3681 | 8.9% |
| -0.2 | 10 | < 0.1% |
| -1.1 | 635 | 1.5% |
| -1.7 | 773 | 1.9% |
| -1.8 | 9180 | |
| -2.9 | 1661 | 4.0% |
| -3 | 172 | 0.4% |
| -3.4 | 1069 | 2.6% |
cons.price.idx
Real number (ℝ)
| Distinct | 26 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 93.575775 |
| Minimum | 92.201 |
|---|---|
| Maximum | 94.767 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.6 MiB |
Quantile statistics
| Minimum | 92.201 |
|---|---|
| 5-th percentile | 92.713 |
| Q1 | 93.075 |
| median | 93.749 |
| Q3 | 93.994 |
| 95-th percentile | 94.465 |
| Maximum | 94.767 |
| Range | 2.566 |
| Interquartile range (IQR) | 0.919 |
Descriptive statistics
| Standard deviation | 0.57883792 |
|---|---|
| Coefficient of variation (CV) | 0.0061857667 |
| Kurtosis | -0.82989364 |
| Mean | 93.575775 |
| Median Absolute Deviation (MAD) | 0.38 |
| Skewness | -0.23081815 |
| Sum | 3851953.2 |
| Variance | 0.33505333 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=26)
| Value | Count | Frequency (%) |
| 93.994 | 7761 | |
| 93.918 | 6677 | |
| 92.893 | 5792 | |
| 93.444 | 5171 | |
| 94.465 | 4374 | |
| 93.2 | 3614 | |
| 93.075 | 2456 | 6.0% |
| 92.201 | 770 | 1.9% |
| 92.963 | 715 | 1.7% |
| 92.431 | 445 | 1.1% |
| Other values (16) | 3389 |
| Value | Count | Frequency (%) |
| 92.201 | 770 | 1.9% |
| 92.379 | 267 | 0.6% |
| 92.431 | 445 | 1.1% |
| 92.469 | 176 | 0.4% |
| 92.649 | 357 | 0.9% |
| 92.713 | 172 | 0.4% |
| 92.756 | 10 | < 0.1% |
| 92.843 | 282 | 0.7% |
| 92.893 | 5792 | |
| 92.963 | 715 | 1.7% |
| Value | Count | Frequency (%) |
| 94.767 | 128 | 0.3% |
| 94.601 | 204 | 0.5% |
| 94.465 | 4374 | |
| 94.215 | 311 | 0.8% |
| 94.199 | 303 | 0.7% |
| 94.055 | 229 | 0.6% |
| 94.027 | 233 | 0.6% |
| 93.994 | 7761 | |
| 93.918 | 6677 | |
| 93.876 | 212 | 0.5% |
cons.conf.idx
Real number (ℝ)
| Distinct | 26 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -40.503127 |
| Minimum | -50.8 |
|---|---|
| Maximum | -26.9 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 41164 |
| Negative (%) | 100.0% |
| Memory size | 1.6 MiB |
Quantile statistics
| Minimum | -50.8 |
|---|---|
| 5-th percentile | -47.1 |
| Q1 | -42.7 |
| median | -41.8 |
| Q3 | -36.4 |
| 95-th percentile | -33.6 |
| Maximum | -26.9 |
| Range | 23.9 |
| Interquartile range (IQR) | 6.3 |
Descriptive statistics
| Standard deviation | 4.6275218 |
|---|---|
| Coefficient of variation (CV) | -0.11425098 |
| Kurtosis | -0.35963671 |
| Mean | -40.503127 |
| Median Absolute Deviation (MAD) | 4.4 |
| Skewness | 0.30257178 |
| Sum | -1667270.7 |
| Variance | 21.413958 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=26)
| Value | Count | Frequency (%) |
| -36.4 | 7761 | |
| -42.7 | 6677 | |
| -46.2 | 5792 | |
| -36.1 | 5171 | |
| -41.8 | 4374 | |
| -42 | 3614 | |
| -47.1 | 2456 | 6.0% |
| -31.4 | 770 | 1.9% |
| -40.8 | 715 | 1.7% |
| -26.9 | 445 | 1.1% |
| Other values (16) | 3389 |
| Value | Count | Frequency (%) |
| -50.8 | 128 | 0.3% |
| -50 | 282 | 0.7% |
| -49.5 | 204 | 0.5% |
| -47.1 | 2456 | 6.0% |
| -46.2 | 5792 | |
| -45.9 | 10 | < 0.1% |
| -42.7 | 6677 | |
| -42 | 3614 | |
| -41.8 | 4374 | |
| -40.8 | 715 | 1.7% |
| Value | Count | Frequency (%) |
| -26.9 | 445 | 1.1% |
| -29.8 | 267 | 0.6% |
| -30.1 | 357 | 0.9% |
| -31.4 | 770 | 1.9% |
| -33 | 172 | 0.4% |
| -33.6 | 176 | 0.4% |
| -34.6 | 174 | 0.4% |
| -34.8 | 264 | 0.6% |
| -36.1 | 5171 | |
| -36.4 | 7761 |
euribor3m
Real number (ℝ)
| Distinct | 316 |
|---|---|
| Distinct (%) | 0.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.6212961 |
| Minimum | 0.634 |
|---|---|
| Maximum | 5.045 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.6 MiB |
Quantile statistics
| Minimum | 0.634 |
|---|---|
| 5-th percentile | 0.797 |
| Q1 | 1.344 |
| median | 4.857 |
| Q3 | 4.961 |
| 95-th percentile | 4.966 |
| Maximum | 5.045 |
| Range | 4.411 |
| Interquartile range (IQR) | 3.617 |
Descriptive statistics
| Standard deviation | 1.7344266 |
|---|---|
| Coefficient of variation (CV) | 0.47895189 |
| Kurtosis | -1.40678 |
| Mean | 3.6212961 |
| Median Absolute Deviation (MAD) | 0.108 |
| Skewness | -0.70920047 |
| Sum | 149067.03 |
| Variance | 3.0082356 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 4.857 | 2868 | 7.0% |
| 4.962 | 2609 | 6.3% |
| 4.963 | 2487 | 6.0% |
| 4.961 | 1902 | 4.6% |
| 4.856 | 1210 | 2.9% |
| 4.964 | 1175 | 2.9% |
| 1.405 | 1169 | 2.8% |
| 4.965 | 1069 | 2.6% |
| 4.864 | 1044 | 2.5% |
| 4.96 | 1013 | 2.5% |
| Other values (306) | 24618 |
| Value | Count | Frequency (%) |
| 0.634 | 8 | < 0.1% |
| 0.635 | 43 | |
| 0.636 | 14 | < 0.1% |
| 0.637 | 6 | < 0.1% |
| 0.638 | 7 | < 0.1% |
| 0.639 | 16 | < 0.1% |
| 0.64 | 10 | < 0.1% |
| 0.642 | 35 | |
| 0.643 | 23 | |
| 0.644 | 38 |
| Value | Count | Frequency (%) |
| 5.045 | 9 | < 0.1% |
| 5 | 7 | < 0.1% |
| 4.97 | 172 | 0.4% |
| 4.968 | 990 | 2.4% |
| 4.967 | 643 | 1.6% |
| 4.966 | 618 | 1.5% |
| 4.965 | 1069 | |
| 4.964 | 1175 | |
| 4.963 | 2487 | |
| 4.962 | 2609 |
nr.employed
Real number (ℝ)
| Distinct | 11 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5167.0338 |
| Minimum | 4963.6 |
|---|---|
| Maximum | 5228.1 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.6 MiB |
Quantile statistics
| Minimum | 4963.6 |
|---|---|
| 5-th percentile | 5017.5 |
| Q1 | 5099.1 |
| median | 5191 |
| Q3 | 5228.1 |
| 95-th percentile | 5228.1 |
| Maximum | 5228.1 |
| Range | 264.5 |
| Interquartile range (IQR) | 129 |
Descriptive statistics
| Standard deviation | 72.2512 |
|---|---|
| Coefficient of variation (CV) | 0.01398311 |
| Kurtosis | -0.0033188374 |
| Mean | 5167.0338 |
| Median Absolute Deviation (MAD) | 37.1 |
| Skewness | -1.0443717 |
| Sum | 2.1269578 × 108 |
| Variance | 5220.2359 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=11)
| Value | Count | Frequency (%) |
| 5228.1 | 16222 | |
| 5099.1 | 8530 | |
| 5191 | 7761 | |
| 5195.8 | 3681 | 8.9% |
| 5076.2 | 1661 | 4.0% |
| 5017.5 | 1069 | 2.6% |
| 4991.6 | 773 | 1.9% |
| 5008.7 | 650 | 1.6% |
| 4963.6 | 635 | 1.5% |
| 5023.5 | 172 | 0.4% |
| Value | Count | Frequency (%) |
| 4963.6 | 635 | 1.5% |
| 4991.6 | 773 | 1.9% |
| 5008.7 | 650 | 1.6% |
| 5017.5 | 1069 | 2.6% |
| 5023.5 | 172 | 0.4% |
| 5076.2 | 1661 | 4.0% |
| 5099.1 | 8530 | |
| 5176.3 | 10 | < 0.1% |
| 5191 | 7761 | |
| 5195.8 | 3681 |
| Value | Count | Frequency (%) |
| 5228.1 | 16222 | |
| 5195.8 | 3681 | 8.9% |
| 5191 | 7761 | |
| 5176.3 | 10 | < 0.1% |
| 5099.1 | 8530 | |
| 5076.2 | 1661 | 4.0% |
| 5023.5 | 172 | 0.4% |
| 5017.5 | 1069 | 2.6% |
| 5008.7 | 650 | 1.6% |
| 4991.6 | 773 | 1.9% |
y
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.4 MiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 36526 | |
| True | 4638 | 11.3% |
| age | duration | campaign | pdays | previous | emp.var.rate | cons.price.idx | cons.conf.idx | euribor3m | nr.employed | job | marital | education | default | housing | loan | contact | month | day_of_week | poutcome | y | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| age | 1.000 | -0.002 | 0.006 | -0.001 | -0.013 | 0.045 | 0.045 | 0.114 | 0.055 | 0.045 | 0.249 | 0.262 | 0.117 | 0.146 | 0.001 | 0.010 | 0.099 | 0.094 | 0.025 | 0.110 | 0.172 |
| duration | -0.002 | 1.000 | -0.081 | -0.083 | 0.042 | -0.069 | 0.003 | -0.009 | -0.078 | -0.095 | 0.006 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.032 | 0.020 | 0.008 | 0.017 | 0.377 |
| campaign | 0.006 | -0.081 | 1.000 | 0.056 | -0.088 | 0.156 | 0.096 | -0.001 | 0.141 | 0.144 | 0.000 | 0.000 | 0.002 | 0.017 | 0.022 | 0.021 | 0.064 | 0.047 | 0.018 | 0.047 | 0.052 |
| pdays | -0.001 | -0.083 | 0.056 | 1.000 | -0.510 | 0.228 | 0.057 | -0.077 | 0.279 | 0.291 | 0.140 | 0.042 | 0.055 | 0.080 | 0.008 | 0.000 | 0.118 | 0.240 | 0.012 | 0.952 | 0.325 |
| previous | -0.013 | 0.042 | -0.088 | -0.510 | 1.000 | -0.435 | -0.283 | -0.116 | -0.455 | -0.439 | 0.053 | 0.030 | 0.019 | 0.075 | 0.016 | 0.000 | 0.242 | 0.127 | 0.000 | 0.734 | 0.236 |
| emp.var.rate | 0.045 | -0.069 | 0.156 | 0.228 | -0.435 | 1.000 | 0.665 | 0.225 | 0.940 | 0.945 | 0.135 | 0.068 | 0.066 | 0.157 | 0.052 | 0.012 | 0.462 | 0.659 | 0.035 | 0.380 | 0.342 |
| cons.price.idx | 0.045 | 0.003 | 0.096 | 0.057 | -0.283 | 0.665 | 1.000 | 0.246 | 0.491 | 0.465 | 0.131 | 0.069 | 0.098 | 0.154 | 0.069 | 0.017 | 0.675 | 0.676 | 0.050 | 0.386 | 0.336 |
| cons.conf.idx | 0.114 | -0.009 | -0.001 | -0.077 | -0.116 | 0.225 | 0.246 | 1.000 | 0.237 | 0.133 | 0.109 | 0.072 | 0.064 | 0.138 | 0.040 | 0.011 | 0.417 | 0.600 | 0.045 | 0.369 | 0.386 |
| euribor3m | 0.055 | -0.078 | 0.141 | 0.279 | -0.455 | 0.940 | 0.491 | 0.237 | 1.000 | 0.929 | 0.128 | 0.068 | 0.060 | 0.159 | 0.052 | 0.012 | 0.469 | 0.552 | 0.137 | 0.418 | 0.399 |
| nr.employed | 0.045 | -0.095 | 0.144 | 0.291 | -0.439 | 0.945 | 0.465 | 0.133 | 0.929 | 1.000 | 0.134 | 0.072 | 0.067 | 0.140 | 0.040 | 0.010 | 0.502 | 0.602 | 0.046 | 0.412 | 0.410 |
| job | 0.249 | 0.006 | 0.000 | 0.140 | 0.053 | 0.135 | 0.131 | 0.109 | 0.128 | 0.134 | 1.000 | 0.184 | 0.359 | 0.152 | 0.010 | 0.010 | 0.128 | 0.110 | 0.016 | 0.100 | 0.152 |
| marital | 0.262 | 0.000 | 0.000 | 0.042 | 0.030 | 0.068 | 0.069 | 0.072 | 0.068 | 0.072 | 0.184 | 1.000 | 0.116 | 0.095 | 0.009 | 0.000 | 0.072 | 0.050 | 0.011 | 0.037 | 0.054 |
| education | 0.117 | 0.000 | 0.002 | 0.055 | 0.019 | 0.066 | 0.098 | 0.064 | 0.060 | 0.067 | 0.359 | 0.116 | 1.000 | 0.170 | 0.013 | 0.000 | 0.123 | 0.095 | 0.020 | 0.042 | 0.067 |
| default | 0.146 | 0.000 | 0.017 | 0.080 | 0.075 | 0.157 | 0.154 | 0.138 | 0.159 | 0.140 | 0.152 | 0.095 | 0.170 | 1.000 | 0.011 | 0.002 | 0.136 | 0.112 | 0.011 | 0.077 | 0.099 |
| housing | 0.001 | 0.000 | 0.022 | 0.008 | 0.016 | 0.052 | 0.069 | 0.040 | 0.052 | 0.040 | 0.010 | 0.009 | 0.013 | 0.011 | 1.000 | 0.708 | 0.084 | 0.054 | 0.015 | 0.017 | 0.010 |
| loan | 0.010 | 0.000 | 0.021 | 0.000 | 0.000 | 0.012 | 0.017 | 0.011 | 0.012 | 0.010 | 0.010 | 0.000 | 0.000 | 0.002 | 0.708 | 1.000 | 0.024 | 0.020 | 0.006 | 0.000 | 0.000 |
| contact | 0.099 | 0.032 | 0.064 | 0.118 | 0.242 | 0.462 | 0.675 | 0.417 | 0.469 | 0.502 | 0.128 | 0.072 | 0.123 | 0.136 | 0.084 | 0.024 | 1.000 | 0.609 | 0.055 | 0.243 | 0.145 |
| month | 0.094 | 0.020 | 0.047 | 0.240 | 0.127 | 0.659 | 0.676 | 0.600 | 0.552 | 0.602 | 0.110 | 0.050 | 0.095 | 0.112 | 0.054 | 0.020 | 0.609 | 1.000 | 0.067 | 0.242 | 0.274 |
| day_of_week | 0.025 | 0.008 | 0.018 | 0.012 | 0.000 | 0.035 | 0.050 | 0.045 | 0.137 | 0.046 | 0.016 | 0.011 | 0.020 | 0.011 | 0.015 | 0.006 | 0.055 | 0.067 | 1.000 | 0.015 | 0.023 |
| poutcome | 0.110 | 0.017 | 0.047 | 0.952 | 0.734 | 0.380 | 0.386 | 0.369 | 0.418 | 0.412 | 0.100 | 0.037 | 0.042 | 0.077 | 0.017 | 0.000 | 0.243 | 0.242 | 0.015 | 1.000 | 0.320 |
| y | 0.172 | 0.377 | 0.052 | 0.325 | 0.236 | 0.342 | 0.336 | 0.386 | 0.399 | 0.410 | 0.152 | 0.054 | 0.067 | 0.099 | 0.010 | 0.000 | 0.145 | 0.274 | 0.023 | 0.320 | 1.000 |
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
| age | job | marital | education | default | housing | loan | contact | month | day_of_week | duration | campaign | pdays | previous | poutcome | emp.var.rate | cons.price.idx | cons.conf.idx | euribor3m | nr.employed | y | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 56 | housemaid | married | basic.4y | no | no | no | telephone | may | mon | 261 | 1 | 999 | 0 | nonexistent | 1.1 | 93.994 | -36.4 | 4.857 | 5191.0 | no |
| 1 | 57 | services | married | high.school | unknown | no | no | telephone | may | mon | 149 | 1 | 999 | 0 | nonexistent | 1.1 | 93.994 | -36.4 | 4.857 | 5191.0 | no |
| 2 | 37 | services | married | high.school | no | yes | no | telephone | may | mon | 226 | 1 | 999 | 0 | nonexistent | 1.1 | 93.994 | -36.4 | 4.857 | 5191.0 | no |
| 3 | 40 | admin. | married | basic.6y | no | no | no | telephone | may | mon | 151 | 1 | 999 | 0 | nonexistent | 1.1 | 93.994 | -36.4 | 4.857 | 5191.0 | no |
| 4 | 56 | services | married | high.school | no | no | yes | telephone | may | mon | 307 | 1 | 999 | 0 | nonexistent | 1.1 | 93.994 | -36.4 | 4.857 | 5191.0 | no |
| 5 | 45 | services | married | basic.9y | unknown | no | no | telephone | may | mon | 198 | 1 | 999 | 0 | nonexistent | 1.1 | 93.994 | -36.4 | 4.857 | 5191.0 | no |
| 6 | 59 | admin. | married | professional.course | no | no | no | telephone | may | mon | 139 | 1 | 999 | 0 | nonexistent | 1.1 | 93.994 | -36.4 | 4.857 | 5191.0 | no |
| 7 | 41 | blue-collar | married | unknown | unknown | no | no | telephone | may | mon | 217 | 1 | 999 | 0 | nonexistent | 1.1 | 93.994 | -36.4 | 4.857 | 5191.0 | no |
| 8 | 24 | technician | single | professional.course | no | yes | no | telephone | may | mon | 380 | 1 | 999 | 0 | nonexistent | 1.1 | 93.994 | -36.4 | 4.857 | 5191.0 | no |
| 9 | 25 | services | single | high.school | no | yes | no | telephone | may | mon | 50 | 1 | 999 | 0 | nonexistent | 1.1 | 93.994 | -36.4 | 4.857 | 5191.0 | no |
| age | job | marital | education | default | housing | loan | contact | month | day_of_week | duration | campaign | pdays | previous | poutcome | emp.var.rate | cons.price.idx | cons.conf.idx | euribor3m | nr.employed | y | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 41178 | 62 | retired | married | university.degree | no | no | no | cellular | nov | thu | 483 | 2 | 6 | 3 | success | -1.1 | 94.767 | -50.8 | 1.031 | 4963.6 | yes |
| 41179 | 64 | retired | divorced | professional.course | no | yes | no | cellular | nov | fri | 151 | 3 | 999 | 0 | nonexistent | -1.1 | 94.767 | -50.8 | 1.028 | 4963.6 | no |
| 41180 | 36 | admin. | married | university.degree | no | no | no | cellular | nov | fri | 254 | 2 | 999 | 0 | nonexistent | -1.1 | 94.767 | -50.8 | 1.028 | 4963.6 | no |
| 41181 | 37 | admin. | married | university.degree | no | yes | no | cellular | nov | fri | 281 | 1 | 999 | 0 | nonexistent | -1.1 | 94.767 | -50.8 | 1.028 | 4963.6 | yes |
| 41182 | 29 | unemployed | single | basic.4y | no | yes | no | cellular | nov | fri | 112 | 1 | 9 | 1 | success | -1.1 | 94.767 | -50.8 | 1.028 | 4963.6 | no |
| 41183 | 73 | retired | married | professional.course | no | yes | no | cellular | nov | fri | 334 | 1 | 999 | 0 | nonexistent | -1.1 | 94.767 | -50.8 | 1.028 | 4963.6 | yes |
| 41184 | 46 | blue-collar | married | professional.course | no | no | no | cellular | nov | fri | 383 | 1 | 999 | 0 | nonexistent | -1.1 | 94.767 | -50.8 | 1.028 | 4963.6 | no |
| 41185 | 56 | retired | married | university.degree | no | yes | no | cellular | nov | fri | 189 | 2 | 999 | 0 | nonexistent | -1.1 | 94.767 | -50.8 | 1.028 | 4963.6 | no |
| 41186 | 44 | technician | married | professional.course | no | no | no | cellular | nov | fri | 442 | 1 | 999 | 0 | nonexistent | -1.1 | 94.767 | -50.8 | 1.028 | 4963.6 | yes |
| 41187 | 74 | retired | married | professional.course | no | yes | no | cellular | nov | fri | 239 | 3 | 999 | 1 | failure | -1.1 | 94.767 | -50.8 | 1.028 | 4963.6 | no |